This phase I, open label dose escalation study will investigate the addition of BIBF 1120 to treatment with the combination of carboplatin and Pegylated Liposomal Doxorubicin (PLD) in patients with advanced, platinum sensitive relapsed ovarian cancer, fallopian tube carcinoma or primary peritoneal cancer.